Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 800 |
| Missing cells | 386 |
| Missing cells (%) | 3.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 75.9 KiB |
| Average record size in memory | 97.2 B |
Variable types
| NUM | 9 |
|---|---|
| CAT | 3 |
| BOOL | 1 |
Generation is highly correlated with # | High correlation |
# is highly correlated with Generation | High correlation |
Type 2 has 386 (48.3%) missing values | Missing |
# is uniformly distributed | Uniform |
Name has unique values | Unique |
Reproduction
| Analysis started | 2020-11-16 00:27:58.497995 |
|---|---|
| Analysis finished | 2020-11-16 00:28:09.755189 |
| Duration | 11.26 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 721 |
|---|---|
| Distinct (%) | 90.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 362.81375 |
|---|---|
| Minimum | 1 |
| Maximum | 721 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 34.95 |
| Q1 | 184.75 |
| median | 364.5 |
| Q3 | 539.25 |
| 95-th percentile | 689.05 |
| Maximum | 721 |
| Range | 720 |
| Interquartile range (IQR) | 354.5 |
Descriptive statistics
| Standard deviation | 208.3437976 |
|---|---|
| Coefficient of variation (CV) | 0.574244492 |
| Kurtosis | -1.165705095 |
| Mean | 362.81375 |
| Median Absolute Deviation (MAD) | 177.5 |
| Skewness | -0.001122502762 |
| Sum | 290251 |
| Variance | 43407.13798 |
| Monotocity | Increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 479 | 6 | 0.8% | |
| 386 | 4 | 0.5% | |
| 711 | 4 | 0.5% | |
| 710 | 4 | 0.5% | |
| 150 | 3 | 0.4% | |
| 6 | 3 | 0.4% | |
| 413 | 3 | 0.4% | |
| 646 | 3 | 0.4% | |
| 303 | 2 | 0.2% | |
| 302 | 2 | 0.2% | |
| Other values (711) | 766 | 95.8% |
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.1% | |
| 2 | 1 | 0.1% | |
| 3 | 2 | 0.2% | |
| 4 | 1 | 0.1% | |
| 5 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 721 | 1 | 0.1% | |
| 720 | 2 | 0.2% | |
| 719 | 2 | 0.2% | |
| 718 | 1 | 0.1% | |
| 717 | 1 | 0.1% |
| Distinct | 800 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.2 KiB |
| Excadrill | 1 |
|---|---|
| Miltank | 1 |
| Trubbish | 1 |
| Mismagius | 1 |
| Mienshao | 1 |
| Other values (795) |
| Value | Count | Frequency (%) | |
| Excadrill | 1 | 0.1% | |
| Miltank | 1 | 0.1% | |
| Trubbish | 1 | 0.1% | |
| Mismagius | 1 | 0.1% | |
| Mienshao | 1 | 0.1% | |
| Slowbro | 1 | 0.1% | |
| Doduo | 1 | 0.1% | |
| GengarMega Gengar | 1 | 0.1% | |
| Muk | 1 | 0.1% | |
| WormadamSandy Cloak | 1 | 0.1% | |
| Other values (790) | 790 | 98.8% |
Frequencies of value counts
Unique
| Unique | 800 ? |
|---|---|
| Unique (%) | 100.0% |
Histogram of lengths of the category
Length
| Max length | 25 |
|---|---|
| Median length | 8 |
| Mean length | 8.84125 |
| Min length | 3 |
Type 1
Categorical
| Distinct | 18 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.2 KiB |
| Water | |
|---|---|
| Normal | |
| Grass | |
| Bug | |
| Psychic | |
| Other values (13) |
| Value | Count | Frequency (%) | |
| Water | 112 | 14.0% | |
| Normal | 98 | 12.2% | |
| Grass | 70 | 8.8% | |
| Bug | 69 | 8.6% | |
| Psychic | 57 | 7.1% | |
| Fire | 52 | 6.5% | |
| Electric | 44 | 5.5% | |
| Rock | 44 | 5.5% | |
| Dragon | 32 | 4.0% | |
| Ghost | 32 | 4.0% | |
| Other values (8) | 190 | 23.8% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.26 |
| Min length | 3 |
| Distinct | 18 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 386 |
| Missing (%) | 48.3% |
| Memory size | 6.2 KiB |
| Flying | |
|---|---|
| Ground | |
| Poison | |
| Psychic | |
| Fighting | |
| Other values (13) |
| Value | Count | Frequency (%) | |
| Flying | 97 | 12.1% | |
| Ground | 35 | 4.4% | |
| Poison | 34 | 4.2% | |
| Psychic | 33 | 4.1% | |
| Fighting | 26 | 3.2% | |
| Grass | 25 | 3.1% | |
| Fairy | 23 | 2.9% | |
| Steel | 22 | 2.8% | |
| Dark | 20 | 2.5% | |
| Dragon | 18 | 2.2% | |
| Other values (8) | 81 | 10.1% | |
| (Missing) | 386 | 48.2% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 8 |
|---|---|
| Median length | 3 |
| Mean length | 4.3725 |
| Min length | 3 |
Total
Real number (ℝ≥0)
| Distinct | 200 |
|---|---|
| Distinct (%) | 25.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 435.1025 |
|---|---|
| Minimum | 180 |
| Maximum | 780 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 180 |
|---|---|
| 5-th percentile | 250 |
| Q1 | 330 |
| median | 450 |
| Q3 | 515 |
| 95-th percentile | 630 |
| Maximum | 780 |
| Range | 600 |
| Interquartile range (IQR) | 185 |
Descriptive statistics
| Standard deviation | 119.9630398 |
|---|---|
| Coefficient of variation (CV) | 0.2757121362 |
| Kurtosis | -0.5074607103 |
| Mean | 435.1025 |
| Median Absolute Deviation (MAD) | 85 |
| Skewness | 0.1525299234 |
| Sum | 348082 |
| Variance | 14391.13091 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 600 | 37 | 4.6% | |
| 405 | 26 | 3.2% | |
| 500 | 23 | 2.9% | |
| 580 | 23 | 2.9% | |
| 300 | 19 | 2.4% | |
| 490 | 18 | 2.2% | |
| 525 | 16 | 2.0% | |
| 480 | 15 | 1.9% | |
| 495 | 15 | 1.9% | |
| 330 | 15 | 1.9% | |
| Other values (190) | 593 | 74.1% |
| Value | Count | Frequency (%) | |
| 180 | 1 | 0.1% | |
| 190 | 1 | 0.1% | |
| 194 | 1 | 0.1% | |
| 195 | 3 | 0.4% | |
| 198 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 780 | 3 | 0.4% | |
| 770 | 2 | 0.2% | |
| 720 | 1 | 0.1% | |
| 700 | 9 | 1.1% | |
| 680 | 13 | 1.6% |
HP
Real number (ℝ≥0)
| Distinct | 94 |
|---|---|
| Distinct (%) | 11.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.25875 |
|---|---|
| Minimum | 1 |
| Maximum | 255 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 35.95 |
| Q1 | 50 |
| median | 65 |
| Q3 | 80 |
| 95-th percentile | 110 |
| Maximum | 255 |
| Range | 254 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 25.53466903 |
|---|---|
| Coefficient of variation (CV) | 0.368685098 |
| Kurtosis | 7.232078374 |
| Mean | 69.25875 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | 1.568224376 |
| Sum | 55407 |
| Variance | 652.0193226 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 60 | 67 | 8.4% | |
| 50 | 63 | 7.9% | |
| 70 | 57 | 7.1% | |
| 65 | 46 | 5.8% | |
| 75 | 43 | 5.4% | |
| 80 | 43 | 5.4% | |
| 40 | 38 | 4.8% | |
| 45 | 38 | 4.8% | |
| 55 | 37 | 4.6% | |
| 100 | 32 | 4.0% | |
| Other values (84) | 336 | 42.0% |
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.1% | |
| 10 | 1 | 0.1% | |
| 20 | 6 | 0.8% | |
| 25 | 2 | 0.2% | |
| 28 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 255 | 1 | 0.1% | |
| 250 | 1 | 0.1% | |
| 190 | 1 | 0.1% | |
| 170 | 1 | 0.1% | |
| 165 | 1 | 0.1% |
Attack
Real number (ℝ≥0)
| Distinct | 111 |
|---|---|
| Distinct (%) | 13.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.00125 |
|---|---|
| Minimum | 5 |
| Maximum | 190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 55 |
| median | 75 |
| Q3 | 100 |
| 95-th percentile | 136.2 |
| Maximum | 190 |
| Range | 185 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 32.45736587 |
|---|---|
| Coefficient of variation (CV) | 0.4108462318 |
| Kurtosis | 0.1697173149 |
| Mean | 79.00125 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.551613748 |
| Sum | 63201 |
| Variance | 1053.480599 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 100 | 40 | 5.0% | |
| 65 | 39 | 4.9% | |
| 80 | 37 | 4.6% | |
| 50 | 37 | 4.6% | |
| 85 | 33 | 4.1% | |
| 60 | 33 | 4.1% | |
| 75 | 32 | 4.0% | |
| 70 | 31 | 3.9% | |
| 90 | 30 | 3.8% | |
| 55 | 30 | 3.8% | |
| Other values (101) | 458 | 57.2% |
| Value | Count | Frequency (%) | |
| 5 | 2 | 0.2% | |
| 10 | 3 | 0.4% | |
| 15 | 1 | 0.1% | |
| 20 | 8 | 1.0% | |
| 22 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 190 | 1 | 0.1% | |
| 185 | 1 | 0.1% | |
| 180 | 3 | 0.4% | |
| 170 | 2 | 0.2% | |
| 165 | 3 | 0.4% |
Defense
Real number (ℝ≥0)
| Distinct | 103 |
|---|---|
| Distinct (%) | 12.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.8425 |
|---|---|
| Minimum | 5 |
| Maximum | 230 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 50 |
| median | 70 |
| Q3 | 90 |
| 95-th percentile | 130 |
| Maximum | 230 |
| Range | 225 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 31.18350056 |
|---|---|
| Coefficient of variation (CV) | 0.422297465 |
| Kurtosis | 2.72626036 |
| Mean | 73.8425 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.155912303 |
| Sum | 59074 |
| Variance | 972.4107071 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 70 | 54 | 6.8% | |
| 50 | 49 | 6.1% | |
| 60 | 46 | 5.8% | |
| 80 | 39 | 4.9% | |
| 40 | 36 | 4.5% | |
| 65 | 36 | 4.5% | |
| 90 | 35 | 4.4% | |
| 100 | 33 | 4.1% | |
| 55 | 32 | 4.0% | |
| 45 | 32 | 4.0% | |
| Other values (93) | 408 | 51.0% |
| Value | Count | Frequency (%) | |
| 5 | 2 | 0.2% | |
| 10 | 1 | 0.1% | |
| 15 | 4 | 0.5% | |
| 20 | 4 | 0.5% | |
| 23 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 230 | 3 | 0.4% | |
| 200 | 2 | 0.2% | |
| 184 | 1 | 0.1% | |
| 180 | 3 | 0.4% | |
| 168 | 1 | 0.1% |
Sp. Atk
Real number (ℝ≥0)
| Distinct | 105 |
|---|---|
| Distinct (%) | 13.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.82 |
|---|---|
| Minimum | 10 |
| Maximum | 194 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 49.75 |
| median | 65 |
| Q3 | 95 |
| 95-th percentile | 131.05 |
| Maximum | 194 |
| Range | 184 |
| Interquartile range (IQR) | 45.25 |
Descriptive statistics
| Standard deviation | 32.72229417 |
|---|---|
| Coefficient of variation (CV) | 0.4493586126 |
| Kurtosis | 0.2978936607 |
| Mean | 72.82 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.7446624978 |
| Sum | 58256 |
| Variance | 1070.748536 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 60 | 51 | 6.4% | |
| 40 | 49 | 6.1% | |
| 65 | 44 | 5.5% | |
| 50 | 39 | 4.9% | |
| 55 | 35 | 4.4% | |
| 45 | 33 | 4.1% | |
| 70 | 30 | 3.8% | |
| 35 | 29 | 3.6% | |
| 85 | 27 | 3.4% | |
| 80 | 27 | 3.4% | |
| Other values (95) | 436 | 54.5% |
| Value | Count | Frequency (%) | |
| 10 | 3 | 0.4% | |
| 15 | 4 | 0.5% | |
| 20 | 8 | 1.0% | |
| 23 | 1 | 0.1% | |
| 24 | 2 | 0.2% |
| Value | Count | Frequency (%) | |
| 194 | 1 | 0.1% | |
| 180 | 3 | 0.4% | |
| 175 | 1 | 0.1% | |
| 170 | 3 | 0.4% | |
| 165 | 2 | 0.2% |
Sp. Def
Real number (ℝ≥0)
| Distinct | 92 |
|---|---|
| Distinct (%) | 11.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.9025 |
|---|---|
| Minimum | 20 |
| Maximum | 230 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 32.95 |
| Q1 | 50 |
| median | 70 |
| Q3 | 90 |
| 95-th percentile | 120 |
| Maximum | 230 |
| Range | 210 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 27.8289158 |
|---|---|
| Coefficient of variation (CV) | 0.3870368318 |
| Kurtosis | 1.628394057 |
| Mean | 71.9025 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.8540186115 |
| Sum | 57522 |
| Variance | 774.4485544 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 80 | 52 | 6.5% | |
| 50 | 50 | 6.2% | |
| 55 | 47 | 5.9% | |
| 65 | 44 | 5.5% | |
| 60 | 43 | 5.4% | |
| 75 | 40 | 5.0% | |
| 70 | 40 | 5.0% | |
| 90 | 36 | 4.5% | |
| 45 | 35 | 4.4% | |
| 85 | 30 | 3.8% | |
| Other values (82) | 383 | 47.9% |
| Value | Count | Frequency (%) | |
| 20 | 6 | 0.8% | |
| 23 | 1 | 0.1% | |
| 25 | 11 | 1.4% | |
| 30 | 20 | 2.5% | |
| 31 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 230 | 1 | 0.1% | |
| 200 | 1 | 0.1% | |
| 160 | 2 | 0.2% | |
| 154 | 3 | 0.4% | |
| 150 | 7 | 0.9% |
Speed
Real number (ℝ≥0)
| Distinct | 108 |
|---|---|
| Distinct (%) | 13.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 68.2775 |
|---|---|
| Minimum | 5 |
| Maximum | 180 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 45 |
| median | 65 |
| Q3 | 90 |
| 95-th percentile | 115 |
| Maximum | 180 |
| Range | 175 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 29.06047372 |
|---|---|
| Coefficient of variation (CV) | 0.4256229903 |
| Kurtosis | -0.2364366728 |
| Mean | 68.2775 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | 0.3579332951 |
| Sum | 54622 |
| Variance | 844.5111327 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 50 | 46 | 5.8% | |
| 60 | 44 | 5.5% | |
| 70 | 37 | 4.6% | |
| 65 | 36 | 4.5% | |
| 30 | 35 | 4.4% | |
| 80 | 33 | 4.1% | |
| 40 | 32 | 4.0% | |
| 90 | 31 | 3.9% | |
| 100 | 31 | 3.9% | |
| 55 | 30 | 3.8% | |
| Other values (98) | 445 | 55.6% |
| Value | Count | Frequency (%) | |
| 5 | 2 | 0.2% | |
| 10 | 3 | 0.4% | |
| 15 | 9 | 1.1% | |
| 20 | 15 | 1.9% | |
| 22 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 180 | 1 | 0.1% | |
| 160 | 1 | 0.1% | |
| 150 | 4 | 0.5% | |
| 145 | 3 | 0.4% | |
| 140 | 2 | 0.2% |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.32375 |
|---|---|
| Minimum | 1 |
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 6.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.6612904 |
|---|---|
| Coefficient of variation (CV) | 0.4998241145 |
| Kurtosis | -1.239575758 |
| Mean | 3.32375 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.01425810028 |
| Sum | 2659 |
| Variance | 2.759885795 |
| Monotocity | Increasing |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) | |
| 1 | 166 | 20.8% | |
| 5 | 165 | 20.6% | |
| 3 | 160 | 20.0% | |
| 4 | 121 | 15.1% | |
| 2 | 106 | 13.2% | |
| 6 | 82 | 10.2% |
| Value | Count | Frequency (%) | |
| 1 | 166 | 20.8% | |
| 2 | 106 | 13.2% | |
| 3 | 160 | 20.0% | |
| 4 | 121 | 15.1% | |
| 5 | 165 | 20.6% |
| Value | Count | Frequency (%) | |
| 6 | 82 | 10.2% | |
| 5 | 165 | 20.6% | |
| 4 | 121 | 15.1% | |
| 3 | 160 | 20.0% | |
| 2 | 106 | 13.2% |
Legendary
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 800.0 B |
| False | |
|---|---|
| True | 65 |
| Value | Count | Frequency (%) | |
| False | 735 | 91.9% | |
| True | 65 | 8.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| # | Name | Type 1 | Type 2 | Total | HP | Attack | Defense | Sp. Atk | Sp. Def | Speed | Generation | Legendary | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Bulbasaur | Grass | Poison | 318 | 45 | 49 | 49 | 65 | 65 | 45 | 1 | False |
| 1 | 2 | Ivysaur | Grass | Poison | 405 | 60 | 62 | 63 | 80 | 80 | 60 | 1 | False |
| 2 | 3 | Venusaur | Grass | Poison | 525 | 80 | 82 | 83 | 100 | 100 | 80 | 1 | False |
| 3 | 3 | VenusaurMega Venusaur | Grass | Poison | 625 | 80 | 100 | 123 | 122 | 120 | 80 | 1 | False |
| 4 | 4 | Charmander | Fire | NaN | 309 | 39 | 52 | 43 | 60 | 50 | 65 | 1 | False |
| 5 | 5 | Charmeleon | Fire | NaN | 405 | 58 | 64 | 58 | 80 | 65 | 80 | 1 | False |
| 6 | 6 | Charizard | Fire | Flying | 534 | 78 | 84 | 78 | 109 | 85 | 100 | 1 | False |
| 7 | 6 | CharizardMega Charizard X | Fire | Dragon | 634 | 78 | 130 | 111 | 130 | 85 | 100 | 1 | False |
| 8 | 6 | CharizardMega Charizard Y | Fire | Flying | 634 | 78 | 104 | 78 | 159 | 115 | 100 | 1 | False |
| 9 | 7 | Squirtle | Water | NaN | 314 | 44 | 48 | 65 | 50 | 64 | 43 | 1 | False |
Last rows
| # | Name | Type 1 | Type 2 | Total | HP | Attack | Defense | Sp. Atk | Sp. Def | Speed | Generation | Legendary | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 790 | 714 | Noibat | Flying | Dragon | 245 | 40 | 30 | 35 | 45 | 40 | 55 | 6 | False |
| 791 | 715 | Noivern | Flying | Dragon | 535 | 85 | 70 | 80 | 97 | 80 | 123 | 6 | False |
| 792 | 716 | Xerneas | Fairy | NaN | 680 | 126 | 131 | 95 | 131 | 98 | 99 | 6 | True |
| 793 | 717 | Yveltal | Dark | Flying | 680 | 126 | 131 | 95 | 131 | 98 | 99 | 6 | True |
| 794 | 718 | Zygarde50% Forme | Dragon | Ground | 600 | 108 | 100 | 121 | 81 | 95 | 95 | 6 | True |
| 795 | 719 | Diancie | Rock | Fairy | 600 | 50 | 100 | 150 | 100 | 150 | 50 | 6 | True |
| 796 | 719 | DiancieMega Diancie | Rock | Fairy | 700 | 50 | 160 | 110 | 160 | 110 | 110 | 6 | True |
| 797 | 720 | HoopaHoopa Confined | Psychic | Ghost | 600 | 80 | 110 | 60 | 150 | 130 | 70 | 6 | True |
| 798 | 720 | HoopaHoopa Unbound | Psychic | Dark | 680 | 80 | 160 | 60 | 170 | 130 | 80 | 6 | True |
| 799 | 721 | Volcanion | Fire | Water | 600 | 80 | 110 | 120 | 130 | 90 | 70 | 6 | True |